Perceiver and Perceiver IO (Deepmnind)
Deepmind's Blog Post.
These papers suggest efficient Transformer architecures for long inputs. This provides a powerful backbone for handling data from different modalities as well in a seamless manner. The model only looks at 'arrays of bytes' without regard to the nature of the data (eg image or text).
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